Pith Number

pith:H3Z5YRIX

pith:2023:H3Z5YRIXYQIAIOKEU7XW6XB6J3

not attested not anchored not stored refs pending

NASimEmu: Network Attack Simulator & Emulator for Training Agents Generalizing to Novel Scenarios

Jarom\'ir Janisch, Tom\'a\v{s} Pevn\'y, Viliam Lis\'y

arxiv:2305.17246 v2 · 2023-05-26 · cs.CR · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H3Z5YRIXYQIAIOKEU7XW6XB6J3}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Training RL Agents for Multi-Objective Network Defense Tasks

Receipt and verification

First computed	2026-07-05T06:42:22.190484Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ef3dc4517c410043944a7ef6f5c3e4ef2c5acc0c0a49d3cc38a132c7a363740

Aliases

arxiv: 2305.17246 · arxiv_version: 2305.17246v2 · doi: 10.48550/arxiv.2305.17246 · pith_short_12: H3Z5YRIXYQIA · pith_short_16: H3Z5YRIXYQIAIOKE · pith_short_8: H3Z5YRIX

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/H3Z5YRIXYQIAIOKEU7XW6XB6J3 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 3ef3dc4517c410043944a7ef6f5c3e4ef2c5acc0c0a49d3cc38a132c7a363740

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28a64ede43e889767ad5fdcba2ce347edddcf85d650131f9f8adc381d84767d3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-05-26T20:19:09Z",
    "title_canon_sha256": "c095277b8a2776684ffa6a70f03b52b4b61a75188a1abc33e36aadc711650c33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.17246",
    "kind": "arxiv",
    "version": 2
  }
}